# GaugeBench

A board you can actually sit on.

Not GSM8K. Six listed rate items. Exact Q match.

```
python3 PROCESS.py
python3 gaugebench.py
```

```
SCORE process 6/6  torch 5/6  fd 1/6
x**3 at 2/3   exact 4/3   process 4/3   torch 1.3333335
```

Finite diff misses almost everything at 1e-6 vs Fraction.
Torch misses `4/3` at 1e-9.
Process prints the Fraction.

---

## Attention path

1. Upload `YOURUSER/process-calc` with PROCESS.py + gaugebench.py.
2. Space: two columns, live 6 rows, big **6/6**.
3. Title: "Exact rate, no limits. GaugeBench 6/6."
4. Daily Papers / Spaces will not treat this as MMLU. They will treat it as a toy that prints `4/3` when autograd prints `1.3333335`.

That is enough to get a look.
Do not claim GSM8K or 10× Llama.

---

## Grow the board

Add more listed polys, then inverse/θ rows (`1/x` at 0 must θ).
A second column: "did it refuse the hole."
Float AD will invent a number. You will not.
That refuse column is the screenshot.